{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import keras\n",
    "from keras.datasets import cifar10\n",
    "from keras.models import load_model\n",
    "import os\n",
    "import numpy as np\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython import display\n",
    "\n",
    "from io import BytesIO\n",
    "from PIL import Image\n",
    "from PIL import ImageOps\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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gwmx7bFeZu8RJnLFKmSqFWjpexiX11Uz1wsVkWBhPJPPZHJx955Q/+P1/yI9/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4fXXEyQWPVYiCecWmFYzi1wRx+aBXgarD4+rC9H33wkmL51DCIoVwVBcaOhgu348rUxQgohVE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i7puKTDM2Nzz1/S/ngPXpZ0/6J1zHIWTT+IOa9JekLSnpnvLU6TmS30C7+JvALs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\nwv8A+kucTLs3ntAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13391bba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vc = cv2.VideoCapture(0)\n",
    "\n",
    "if vc.isOpened(): # try to get the first frame\n",
    "    is_capturing, frame = vc.read()\n",
    "    frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)    # makes the blues image look real colored\n",
    "    webcam_preview = plt.imshow(frame)    \n",
    "else:\n",
    "    is_capturing = False\n",
    "\n",
    "# Push ■ Button!!\n",
    "while is_capturing:\n",
    "    try:    # Lookout for a keyboardInterrupt to stop the script\n",
    "        is_capturing, frame = vc.read()\n",
    "        frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)    # makes the blues image look real colored\n",
    "        webcam_preview.set_data(frame)\n",
    "        plt.draw()\n",
    " \n",
    "        display.clear_output(wait=True)\n",
    "        display.display(plt.gcf())\n",
    "\n",
    "        plt.pause(0.1)    # the pause time is = 1 / frameratef\n",
    "    except KeyboardInterrupt:\n",
    "        vc.release()\n",
    "        is_capturing = False\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "(720, 1280, 3)\n"
     ]
    }
   ],
   "source": [
    "print(type(frame))\n",
    "print(frame.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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va2EFUdABg9OFv1iVpyOQhMaGBImRXNv75Ky6+jhIxh2tj+OId+++wTffvJP9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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x105ce9128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# resize cifar10 image size(32, 32)\n",
    "image = Image.fromarray(np.uint8(frame))\n",
    "image = image.resize((32, 32))\n",
    "\n",
    "resize_frame = np.asarray(image)\n",
    "plt.imshow(resize_frame)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# cifar10 category label name\n",
    "cifar10_labels = np.array([\n",
    "    'airplane',\n",
    "    'automobile',\n",
    "    'bird',\n",
    "    'cat',\n",
    "    'deer',\n",
    "    'dog',\n",
    "    'frog',\n",
    "    'horse',\n",
    "    'ship',\n",
    "    'truck'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "'''\n",
    "LOAD MODEL\n",
    "'''\n",
    "\n",
    "# use ResNet\n",
    "model = load_model('cifar10_ResNet20v1_model.092.h5')\n",
    "\n",
    "# use CNN\n",
    "# model = load_model('keras_cifar10_trained_model.h5')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I think...\n",
      "----------------------------------------------\n",
      "[airplane] : 0.0%\n",
      "[automobile] : 99.99%\n",
      "[bird] : 0.0%\n",
      "[cat] : 0.0%\n",
      "[deer] : 0.0%\n",
      "[dog] : 0.0%\n",
      "[frog] : 0.0%\n",
      "[horse] : 0.0%\n",
      "[ship] : 0.01%\n",
      "[truck] : 0.0%\n",
      "----------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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N0gAiC6WWnpRQ5SZ+WxCRZLcRI6TFlQvYzL5iMz4UxjK9m6m5W60Tsff9zt+b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\nt9KGGdHnKfaMa/prTss9c5yep8r+648/8H/+9S/qa/c193Ny0Pyi+hT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4MTK81Qr+pmjI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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x138799160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "probability : 99.99%\n",
      "I think this is a [automobile].\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "PREDICTING\n",
    "'''\n",
    "\n",
    "def convertCIFER10Data(image):\n",
    "    img = image.astype('float32')\n",
    "    img /= 255\n",
    "    c = np.zeros(32*32*3).reshape((1,32,32,3))\n",
    "    c[0] = img\n",
    "    return c\n",
    "\n",
    "\n",
    "data = convertCIFER10Data(resize_frame)\n",
    "\n",
    "plt.imshow(resize_frame)\n",
    "plt.axis('off')\n",
    "\n",
    "ret = model.predict(data, batch_size=1) \n",
    "#print(ret)\n",
    "print(\"I think...\")\n",
    "print(\"----------------------------------------------\")\n",
    "bestnum = 0.0\n",
    "bestclass = 0\n",
    "for n in [0,1,2,3,4,5,6,7,8,9]:\n",
    "    print(\"[{}] : {}%\".format(cifar10_labels[n], round(ret[0][n]*100,2)))\n",
    "    if bestnum < ret[0][n]:\n",
    "        bestnum = ret[0][n]\n",
    "        bestclass = n\n",
    "        \n",
    "print(\"----------------------------------------------\")\n",
    "                                                                   \n",
    "plt.show()\n",
    "print(\"probability : {}%\".format( round(bestnum*100,2) ))\n",
    "print(\"I think this is a [{}].\".format(cifar10_labels[bestclass]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
